{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ppi: 生产物价（工业产品价格），ppi见底，利空债市，债券熊市要来了\n",
    "\n",
    "ppi 重要组成部分是石油价格\n",
    "\n",
    "逻辑：ppi 降底部，经济预期变好，债券收益率不大概率比不了股票和其他资产收益，所以十年国债收益率上行。\n",
    "\n",
    "ppi 与 债市收益率呈正相关\n",
    "\n",
    "cpi，消费物价（生活用品价格）\n",
    "cpi上涨利空债券市场"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            商品         日期   今值  预测值   前值    年份  每年平均CPI\n",
      "349  中国CPI月率报告 2025-02-09  0.7  0.8  0.0  2025    0.025\n",
      "350  中国CPI月率报告 2025-03-09 -0.2 -0.1  0.7  2025    0.025\n",
      "351  中国CPI月率报告 2025-04-10 -0.4 -0.2 -0.2  2025    0.025\n",
      "352  中国CPI月率报告 2025-05-10  NaN  NaN -0.4  2025    0.025\n",
      "            商品         日期   今值  预测值   前值    年份  每年平均PPI\n",
      "355  中国PPI年率报告 2025-02-09 -2.3 -2.2 -2.3  2025   -2.325\n",
      "356  中国PPI年率报告 2025-03-09 -2.2 -2.0 -2.3  2025   -2.325\n",
      "357  中国PPI年率报告 2025-04-10 -2.5 -2.3 -2.2  2025   -2.325\n",
      "358  中国PPI年率报告 2025-05-10  NaN  NaN -2.5  2025   -2.325\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "# 提取2024年及以后的数据\n",
    "start_date = '2021-01-01'\n",
    "\n",
    "# 获取CPI数据\n",
    "macro_china_cpi_monthly_df = ak.macro_china_cpi_monthly()\n",
    "# 获取PPI数据\n",
    "macro_china_ppi_monthly_df = ak.macro_china_ppi_yearly()\n",
    "\n",
    "# 将日期列转换为日期时间类型\n",
    "macro_china_cpi_monthly_df['日期'] = pd.to_datetime(macro_china_cpi_monthly_df['日期'])\n",
    "macro_china_ppi_monthly_df['日期'] = pd.to_datetime(macro_china_ppi_monthly_df['日期'])\n",
    "\n",
    "cpi_data = macro_china_cpi_monthly_df[macro_china_cpi_monthly_df['日期'] >= start_date]\n",
    "ppi_data = macro_china_ppi_monthly_df[macro_china_ppi_monthly_df['日期'] >= start_date]\n",
    "\n",
    "# 使CPI和PPI数据的日期范围保持一致\n",
    "common_dates = set(cpi_data['日期']).intersection(set(ppi_data['日期']))\n",
    "cpi_data = cpi_data[cpi_data['日期'].isin(common_dates)]\n",
    "ppi_data = ppi_data[ppi_data['日期'].isin(common_dates)]\n",
    "\n",
    "# 计算每年的平均CPI值和平均PPI值\n",
    "cpi_data['年份'] = cpi_data['日期'].dt.year\n",
    "ppi_data['年份'] = ppi_data['日期'].dt.year\n",
    "cpi_data['每年平均CPI'] = cpi_data.groupby('年份')['今值'].transform('mean')\n",
    "ppi_data['每年平均PPI'] = ppi_data.groupby('年份')['今值'].transform('mean')\n",
    "print(cpi_data.tail(4))\n",
    "print(ppi_data.tail(4))\n",
    "\n",
    "x = cpi_data['日期']\n",
    "\n",
    "\n",
    "# 设置画布大小，这里可以根据需要调整宽和高的数值，例如(10, 6)表示宽为10，高为6的画布尺寸\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 绘制对比曲线\n",
    "plt.plot(x, cpi_data['今值'], label='Monthly CPI')\n",
    "plt.plot(x, ppi_data['今值'], label='Monthly PPI')\n",
    "plt.plot(x, cpi_data['每年平均CPI'], label='Annual Average CPI', marker='', linestyle='--', alpha=0.5, color='green')\n",
    "plt.plot(x, ppi_data['每年平均PPI'], label='Annual Average PPI', marker='', linestyle='--', alpha=0.5, color='orange')\n",
    "\n",
    "# 获取绘图区域的坐标轴范围，用于后续延伸虚线到y轴（虽然目前部分相关代码已注释，但保留获取范围代码以防后续可能用到）\n",
    "ax = plt.gca()\n",
    "xmin, xmax = ax.get_xlim()\n",
    "ymin, ymax = ax.get_ylim()\n",
    "\n",
    "# 绘制每年平均CPI虚线延伸到y轴，并添加对应的值的标注（部分绘制虚线代码已按要求注释，仅保留添加标注代码）\n",
    "first_cpi_mean = cpi_data['每年平均CPI'].dropna().iloc[0]  # 获取第一个非空的平均CPI值\n",
    "# plt.plot([xmin, xmax], [first_cpi_mean, first_cpi_mean], label='Annual Average CPI', marker='', linestyle='--', alpha=0.5, color='green')\n",
    "plt.text(xmin - 0.05 * (xmax - xmin), first_cpi_mean, f'{first_cpi_mean:.2f}', va='center', ha='right', color='green')\n",
    "\n",
    "# 绘制每年平均PPI虚线延伸到y轴，并添加对应的值的标注（部分绘制虚线代码已按要求注释，仅保留添加标注代码）\n",
    "first_ppi_mean = ppi_data['每年平均PPI'].dropna().iloc[0]  # 获取第一个非空的平均PPI值\n",
    "# plt.plot([xmin, xmax], [first_ppi_mean, first_ppi_mean], label='Annual Average PPI', marker='', linestyle='--', alpha=0.5, color='orange')\n",
    "plt.text(xmin - 0.05 * (xmax - xmin), first_ppi_mean, f'{first_ppi_mean:.2f}', va='center', ha='right', color='orange')\n",
    "\n",
    "# 获取x轴的刻度位置\n",
    "xticks = ax.get_xticks()\n",
    "# 获取y轴的刻度位置\n",
    "yticks = ax.get_yticks()\n",
    "\n",
    "# 循环遍历每个刻度位置，绘制垂直于x轴的虚线\n",
    "for tick in xticks:\n",
    "    plt.axvline(x=tick, linestyle=':', color='gray', alpha=0.5)\n",
    "# 循环遍历每个刻度位置，绘制垂直于y轴的虚线\n",
    "for tick in yticks:\n",
    "    plt.axhline(y=tick, linestyle=':', color='gray', alpha=0.5)\n",
    "\n",
    "# 设置图表标题和坐标轴标签\n",
    "plt.title('CPI and PPI Comparison Curve')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Index Value')\n",
    "\n",
    "# 自动调整布局，避免标签等元素重叠\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "\n",
    "# 自动调整日期标签的显示格式和旋转角度，使其更清晰\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
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